{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第一部分：创建图形对象\n",
    "\n",
    "本部分将详细讲解如何使用 `plt.figure()` 创建图形对象，以及如何设置图形的大小、分辨率和颜色等属性。\n",
    "\n",
    "## 学习内容\n",
    "1. `plt.figure()` 创建新图形\n",
    "2. `figsize` 参数：设置图形大小\n",
    "3. `dpi` 参数：设置分辨率\n",
    "4. `facecolor` 和 `edgecolor`：背景色和边框色\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入必要的库\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 设置中文字体（如果需要显示中文）\n",
    "plt.rcParams['font.sans-serif'] = ['PingFang SC', 'Arial Unicode MS']\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "\n",
    "# 在 Jupyter Notebook 中内联显示图形\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 plt.figure() 创建新图形\n",
    "\n",
    "`plt.figure()` 是创建新图形对象的基础函数。每次调用都会创建一个新的图形窗口。\n",
    "\n",
    "**基本语法**：\n",
    "```python\n",
    "plt.figure(figsize=None, dpi=None, facecolor=None, edgecolor=None, ...)\n",
    "```\n",
    "\n",
    "**参数说明**：\n",
    "- `figsize`: 图形大小，元组格式 `(width, height)`，单位为英寸\n",
    "    - 宽度 (width)：指的是图形在水平方向上的大小。\n",
    "    - 高度 (height)：指的是图形在垂直方向上的大小。\n",
    "- `dpi`: 分辨率（每英寸点数），默认通常为 100\n",
    "- `facecolor`: 图形背景颜色\n",
    "- `edgecolor`: 图形边框颜色\n",
    "- `frameon`: 是否显示边框，默认为 True\n",
    "- `num`: 图形编号或标题\n",
    "\n",
    "**返回值**：\n",
    "- 返回一个 `Figure` 对象，可以用于后续的图形操作\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 示例 1：创建默认图形\n",
    "plt.figure()\n",
    "# 使用numpy的linspace函数，生成一个100个点的等差数列，范围为0~10\n",
    "x = np.linspace(0, 10, 100)  # 生成100个等差数列，分别是0, 1, 2, ..., 10\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y)\n",
    "plt.title('默认图形')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 figsize 参数：设置图形大小\n",
    "\n",
    "`figsize` 参数用于控制图形的宽度和高度，单位是英寸。\n",
    "\n",
    "**语法格式**：\n",
    "```python\n",
    "plt.figure(figsize=(width, height))\n",
    "```\n",
    "\n",
    "**常用尺寸**：\n",
    "- 默认：`(6.4, 4.8)` 英寸\n",
    "- 宽屏：`(12, 6)` 或 `(16, 9)`\n",
    "- 正方形：`(8, 8)`\n",
    "- 纵向：`(6, 10)`\n",
    "\n",
    "**注意事项**：\n",
    "- 第一个值是宽度，第二个值是高度\n",
    "- 单位是英寸，不是像素\n",
    "- 实际显示大小会受到 DPI 设置的影响\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 示例 2：不同大小的图形对比\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "x = np.linspace(0, 10, 100)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 小图形\n",
    "axes[0].plot(x, y)\n",
    "axes[0].set_title('小图形 (4, 3)')\n",
    "axes[0].grid(True)\n",
    "\n",
    "# 中等图形\n",
    "axes[1].plot(x, y)\n",
    "axes[1].set_title('中等图形 (6, 4)')\n",
    "axes[1].grid(True)\n",
    "\n",
    "# 大图形\n",
    "axes[2].plot(x, y)\n",
    "axes[2].set_title('大图形 (10, 6)')\n",
    "axes[2].grid(True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3 dpi 参数：设置分辨率\n",
    "\n",
    "`dpi`（dots per inch，每英寸点数）控制图形的分辨率，影响图形的清晰度和文件大小。\n",
    "\n",
    "**语法格式**：\n",
    "```python\n",
    "plt.figure(dpi=100)  # 默认通常是 100\n",
    "```\n",
    "\n",
    "**常用 DPI 值**：\n",
    "- 屏幕显示：72-100 DPI\n",
    "- 打印质量：150-300 DPI\n",
    "- 高质量打印：300+ DPI\n",
    "\n",
    "**注意事项**：\n",
    "- DPI 越高，图形越清晰，但文件也越大\n",
    "- 对于屏幕显示，100 DPI 通常足够\n",
    "- 保存图形时也可以单独设置 DPI：`plt.savefig('file.png', dpi=300)`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 示例 3：不同 DPI 的对比（注意：在 Notebook 中可能看不出明显区别）\n",
    "# 但保存为文件时会有明显差异\n",
    "\n",
    "x = np.linspace(0, 10, 100)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 低分辨率\n",
    "plt.figure(figsize=(6, 4), dpi=50)\n",
    "plt.plot(x, y, linewidth=2)\n",
    "plt.title('低分辨率 (DPI=50)', fontsize=14)\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.show()\n",
    "\n",
    "# 高分辨率\n",
    "plt.figure(figsize=(6, 4), dpi=200)\n",
    "plt.plot(x, y, linewidth=2)\n",
    "plt.title('高分辨率 (DPI=200)', fontsize=14)\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.4 facecolor 和 edgecolor：背景色和边框色\n",
    "\n",
    "facecolor 和 edgecolor 是用来分别设置图形（Figure）的背景和边框颜色的参数。\n",
    "- facecolor (背景色)：指整个图形画布的背景颜色。你可以把它想象成你画画时用的那张纸的颜色。\n",
    "- edgecolor (边框色)：指围绕整个图形画布的边框线的颜色。这就像是给你的画纸加一个彩色的边框。\n",
    "\n",
    "**语法格式**：\n",
    "```python\n",
    "plt.figure(facecolor='white', edgecolor='black')\n",
    "```\n",
    "\n",
    "**颜色表示方法**：\n",
    "- 颜色名称：`'white'`, `'black'`, `'red'`, `'blue'` 等\n",
    "- 十六进制：`'#FFFFFF'`, `'#000000'` 等\n",
    "- RGB 元组：`(1.0, 1.0, 1.0)` 或 `(255, 255, 255)`\n",
    "- 灰度值：`'0.8'` 或 `0.8`（0-1之间）\n",
    "\n",
    "**使用场景**：\n",
    "- 创建深色主题的图表\n",
    "- 匹配报告或演示文稿的背景色\n",
    "- 创建特殊视觉效果\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 示例 4：不同背景色的图形\n",
    "x = np.linspace(0, 10, 100)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 白色背景（默认）\n",
    "plt.figure(figsize=(6, 4), facecolor='white', edgecolor='black', linewidth=2)\n",
    "plt.plot(x, y, 'b-', linewidth=2)\n",
    "plt.title('白色背景', fontsize=14, color='black')\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.show()\n",
    "\n",
    "# 浅灰色背景\n",
    "plt.figure(figsize=(6, 4), facecolor='lightgray', edgecolor='darkgray', linewidth=2)\n",
    "plt.plot(x, y, 'b-', linewidth=2)\n",
    "plt.title('浅灰色背景', fontsize=14, color='black')\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.show()\n",
    "\n",
    "# 深色背景\n",
    "plt.figure(figsize=(6, 4), facecolor='#2C3E50', edgecolor='white', linewidth=2)\n",
    "plt.plot(x, y, 'yellow', linewidth=2)\n",
    "plt.title('深色背景', fontsize=14, color='white')\n",
    "plt.grid(True, alpha=0.3, color='white')\n",
    "plt.gca().set_facecolor('#34495E')  # 设置坐标轴区域背景色\n",
    "plt.gca().tick_params(colors='white')  # 设置刻度颜色\n",
    "plt.gca().spines['bottom'].set_color('white')  # 设置坐标轴颜色\n",
    "plt.gca().spines['top'].set_color('white')\n",
    "plt.gca().spines['left'].set_color('white')\n",
    "plt.gca().spines['right'].set_color('white')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "\n",
    "本部分学习了如何创建图形对象：\n",
    "\n",
    "- ✅ `plt.figure()` 创建新图形\n",
    "- ✅ `figsize` 参数设置图形大小\n",
    "- ✅ `dpi` 参数设置分辨率\n",
    "- ✅ `facecolor` 和 `edgecolor` 设置背景色和边框色\n",
    "\n",
    "**下一步**：学习坐标轴操作，掌握如何设置坐标轴范围、刻度、标签等。\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ml311",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
